{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<table style=\"float:left; border:none\">\n",
    "   <tr style=\"border:none; background-color: #ffffff\">\n",
    "       <td style=\"border:none\">\n",
    "           <a href=\"http://bokeh.pydata.org/\">     \n",
    "           <img \n",
    "               src=\"assets/bokeh-transparent.png\" \n",
    "               style=\"width:50px\"\n",
    "           >\n",
    "           </a>    \n",
    "       </td>\n",
    "       <td style=\"border:none\">\n",
    "           <h1>Bokeh 教程</h1>\n",
    "       </td>\n",
    "   </tr>\n",
    "</table>\n",
    "\n",
    "<div style=\"float:right;\"><h2>10. 导出和嵌入</h2></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.sampledata.stocks import AAPL\n",
    "\n",
    "df = pd.DataFrame(AAPL)\n",
    "df['date'] = pd.to_datetime(df['date'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 在 Notebook 中显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"829e38b9-afcc-4be3-a83b-d37690521828\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id !== undefined) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var element_id = msg.content.text.trim();\n",
       "            Bokeh.index[element_id].model.document.clear();\n",
       "            delete Bokeh.index[element_id];\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[0].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[0].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[0]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"829e38b9-afcc-4be3-a83b-d37690521828\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    }\n",
       "    finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        root._bokeh_is_loading--;\n",
       "        if (root._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"829e38b9-afcc-4be3-a83b-d37690521828\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '829e38b9-afcc-4be3-a83b-d37690521828' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.13.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.13.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.13.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.13.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.13.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.13.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.13.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.13.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.13.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.13.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"829e38b9-afcc-4be3-a83b-d37690521828\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"829e38b9-afcc-4be3-a83b-d37690521828\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"829e38b9-afcc-4be3-a83b-d37690521828\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '829e38b9-afcc-4be3-a83b-d37690521828' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.13.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.13.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.13.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.13.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.13.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.13.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.13.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.13.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.13.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.13.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"829e38b9-afcc-4be3-a83b-d37690521828\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.io import output_notebook, show\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div class=\"bk-root\">\n",
       "    <div class=\"bk-plotdiv\" id=\"55e1423f-91a1-4f0a-97bf-795c2bc626af\"></div>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"shape\":[3270]}}},\"id\":\"ebdb6223-7074-45e7-96eb-c3cf99e6b846\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"65ef7712-b8bb-474e-ba4e-87e9fda0a392\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"03539eef-7005-4d4b-b234-3d1429d69b9b\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"7c0be717-2b5c-42b7-b835-d9aec40a6e32\",\"type\":\"DaysTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"0b333969-10c7-4803-80c6-aae4a03ffb1e\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"plot\":{\"id\":\"be5d2439-c1f6-48ac-b495-758f0509ae9f\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"55d5e8fb-f215-4f68-befa-3da89e627503\",\"type\":\"DatetimeTicker\"}},\"id\":\"7f84b286-6acb-4b20-a577-a56af5b50090\",\"type\":\"Grid\"},{\"attributes\":{\"below\":[{\"id\":\"bae45424-25b8-4eee-9d86-41e93a9413ef\",\"type\":\"DatetimeAxis\"}],\"left\":[{\"id\":\"8d7cb307-c68f-411a-82b5-b34382c79d44\",\"type\":\"LinearAxis\"}],\"plot_height\":250,\"plot_width\":800,\"renderers\":[{\"id\":\"bae45424-25b8-4eee-9d86-41e93a9413ef\",\"type\":\"DatetimeAxis\"},{\"id\":\"7f84b286-6acb-4b20-a577-a56af5b50090\",\"type\":\"Grid\"},{\"id\":\"8d7cb307-c68f-411a-82b5-b34382c79d44\",\"type\":\"LinearAxis\"},{\"id\":\"f36ff7d9-7988-4844-a78b-4613e872fc97\",\"type\":\"Grid\"},{\"id\":\"0b333969-10c7-4803-80c6-aae4a03ffb1e\",\"type\":\"BoxAnnotation\"},{\"id\":\"4743e6c9-3767-473e-9258-d0ba6141b93e\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"ceeea231-8f48-441b-a520-657317ae8e8a\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"d89fb33b-8763-4a30-a187-ecf9db62ff59\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"df2c78e2-6846-4d86-b1e4-49c163d9bd21\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"5e51dce3-3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Application\",\"version\":\"0.12.13\"}};\n",
       "  var render_items = [{\"docid\":\"04592f92-e210-4be1-80c6-0cdfd4a6824c\",\"elementid\":\"55e1423f-91a1-4f0a-97bf-795c2bc626af\",\"modelid\":\"be5d2439-c1f6-48ac-b495-758f0509ae9f\"}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "be5d2439-c1f6-48ac-b495-758f0509ae9f"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = figure(plot_width=800, plot_height=250, x_axis_type=\"datetime\")\n",
    "p.line(df['date'], df['close'], color='navy', alpha=0.5)\n",
    "\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 保存到 HTML 文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.io import output_file, show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_file(\"plot.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div class=\"bk-root\">\n",
       "    <div class=\"bk-plotdiv\" id=\"7b31ec0d-2e4e-4bee-9958-0db78fbbc8dc\"></div>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"shape\":[3270]}}},\"id\":\"e2759427-f394-4026-bf6c-a9f3cdb318c5\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"f3bcd271-0d76-45bc-8df4-b71fd64e4329\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"170a8d7c-64ac-40ff-a2d9-103f8e00b740\",\"type\":\"AdaptiveTicker\"},{\"id\":\"491ddba0-14aa-4873-8ac4-63a8e815f9dd\",\"type\":\"AdaptiveTicker\"},{\"id\":\"8546f616-def2-475f-8cc7-0531a4883f6e\",\"type\":\"AdaptiveTicker\"},{\"id\":\"077e46f9-20f7-4b6b-832c-e2874aa55f4b\",\"type\":\"DaysTicker\"},{\"id\":\"63394a81-04cf-45c7-b2f6-c05bf5245e2f\",\"type\":\"DaysTicker\"},{\"id\":\"4bf1aa04-3f69-4dd7-ba5c-b9c99e43163d\",\"type\":\"DaysTicker\"},{\"id\":\"568e7eb0-6403-44eb-ade8-fd676e4c31eb\",\"type\":\"DaysTicker\"},{\"id\":\"f3bcd271-0d76-45bc-8df4-b71f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Application\",\"version\":\"0.12.13\"}};\n",
       "  var render_items = [{\"docid\":\"690a42b7-2d77-4e5d-b1da-b4b197b2ec2e\",\"elementid\":\"7b31ec0d-2e4e-4bee-9958-0db78fbbc8dc\",\"modelid\":\"4400c286-229b-44db-996f-00f76cc4aa80\"}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "4400c286-229b-44db-996f-00f76cc4aa80"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = figure(plot_width=800, plot_height=250, x_axis_type=\"datetime\")\n",
    "p.line(df['date'], df['close'], color='navy', alpha=0.5)\n",
    "\n",
    "show(p)   # save(p) will save without opening a new browser tab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.io import reset_output\n",
    "reset_output()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# HTML 文档中的模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import jinja2\n",
    "from bokeh.embed import components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# IMPORTANT NOTE!! The version of BokehJS loaded in the template should match \n",
    "# the version of Bokeh installed locally.\n",
    "\n",
    "template = jinja2.Template(\"\"\"\n",
    "<!DOCTYPE html>\n",
    "<html lang=\"en-US\">\n",
    "\n",
    "<link\n",
    "    href=\"http://cdn.pydata.org/bokeh/dev/bokeh-0.12.7rc3.min.css\"\n",
    "    rel=\"stylesheet\" type=\"text/css\"\n",
    ">\n",
    "<script \n",
    "    src=\"http://cdn.pydata.org/bokeh/dev/bokeh-0.12.7rc3.min.js\"\n",
    "></script>\n",
    "\n",
    "<body>\n",
    "\n",
    "    <h1>Hello Bokeh!</h1>\n",
    "    \n",
    "    <p> Below is a simple plot of stock closing prices </p>\n",
    "    \n",
    "    {{ script }}\n",
    "    \n",
    "    {{ div }}\n",
    "\n",
    "</body>\n",
    "\n",
    "</html>\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "p = figure(plot_width=800, plot_height=250, x_axis_type=\"datetime\")\n",
    "p.line(df['date'], df['close'], color='navy', alpha=0.5)\n",
    "\n",
    "script, div = components(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<!DOCTYPE html>\n",
       "<html lang=\"en-US\">\n",
       "\n",
       "<link\n",
       "    href=\"http://cdn.pydata.org/bokeh/dev/bokeh-0.12.7rc3.min.css\"\n",
       "    rel=\"stylesheet\" type=\"text/css\"\n",
       ">\n",
       "<script \n",
       "    src=\"http://cdn.pydata.org/bokeh/dev/bokeh-0.12.7rc3.min.js\"\n",
       "></script>\n",
       "\n",
       "<body>\n",
       "\n",
       "    <h1>Hello Bokeh!</h1>\n",
       "    \n",
       "    <p> Below is a simple plot of stock closing prices </p>\n",
       "    \n",
       "    \n",
       "<script type=\"text/javascript\">\n",
       "  (function() {\n",
       "    var fn = function() {\n",
       "      Bokeh.safely(function() {\n",
       "        (function(root) {\n",
       "          function embed_document(root) {\n",
       "            \n",
       "          var docs_json = 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0D2KFyPwq1nQBSuR+F6NGdA7FG4HoWzZkAUrkfhejRnQFK4HoXrmWZAuB6F61GoZUCkcD0K14tlQHsUrkfhGmZA9ihcj8KtZkAAAAAAAFhmQM3MzMzMnGZAcT0K16PoZUCF61G4HqVlQAAAAAAAqGVAFK5H4XosZkC4HoXrUQhlQHsUrkfhQmVArkfhehTuZED2KFyPwtVlQPYoXI/CBWVApHA9CtdDZUCF61G4HuVlQJqZmZmZcWZAAAAAAADIZUBcj8L1KBRmQMP1KFyPkmVAXI/C9Si8ZUAUrkfhejRlQFK4HoXrmWVAUrgehet5ZUDNzMzMzKRkQOF6FK5HyWRAcT0K16NAZEC4HoXrUchkQClcj8L14GNApHA9CtdDZEDNzMzMzExjQMP1KFyPomNAXI/C9Sj8Y0BmZmZmZt5jQIXrUbgelWNAj8L1KFwnY0AUrkfhehRkQK5H4XoUhmRACtejcD1yZECamZmZmTFlQFK4HoXrsWVAj8L1KFwXZkCamZmZmWlmQArXo3A9amZASOF6FK73ZUAUrkfheuxlQClcj8L1sGVAexSuR+H6ZUDhehSuR8llQOF6FK5HGWZAmpmZmZmRZUAUrkfherRlQD0K16Nw1WVASOF6FK63ZUApXI/C9TBlQK5H4XoUxmRAH4XrUbjeZEDXo3A9CidkQPYoXI/CBWRAPQrXo3C9Y0D2KFyPwvViQOxRuB6F82JAzczMzMwUY0CuR+F6FJ5iQOxRuB6Fi2FAXI/C9Sh8YUCF61G4HvVfQHsUrkfhwmBAhetRuB6dYUCamZmZmWFgQPYoXI/CtV9AH4XrUbgWYED2KFyPwn1gQEjhehSuB2BAcT0K16NQWkAK16NwPWpcQEjhehSuR1tAZmZmZmYGWUAUrkfhekRYQClcj8L1iFhACtejcD1KVkDD9Shcj3JWQI/C9ShcL1ZAMzMzMzMzWEBxPQrXo5BbQIXrUbgeBVpAzczMzMx8WEApXI/C9XhZQJqZmZmZWVhAXI/C9SicWECPwvUoXN9WQEjhehSuN1hAH4XrUbiOWEC4HoXrURhYQPYoXI/CBVdACtejcD36WEAzMzMzMyNaQMP1KFyPwltA9ihcj8LlWkA9CtejcL1aQI/C9Shcv1tAMzMzMzPTWUBmZmZmZsZYQI/C9Shcj1hAuB6F61H4V0DhehSuR7FXQEjhehSuh1ZAXI/C9SgcWECPwvUoXI9WQClcj8L1CFZACtejcD16VkDD9Shcj5JVQI/C9ShcH1RAhetRuB6lVEDNzMzMzDxXQDMzMzMzs1ZAAAAAAADAV0B7FK5H4SpXQOxRuB6FO1ZArkfhehQeV0CamZmZmflXQArXo3A92lZAAAAAAACAV0CuR+F6FO5YQKRwPQrXA1lAPQrXo3CNWEAAAAAAAMBXQOF6FK5HkVhAAAAAAACwV0DsUbgehdtXQArXo3A9SlZA7FG4HoVbVkAAAAAAAIBWQI/C9Shcb1VAuB6F61GYVUDD9Shcj0JVQKRwPQrXc1VA16NwPQqnVUDD9Shcj5JVQGZmZmZmVlVAAAAAAACwVkCF61G4HqVXQOF6FK5HQVdAcT0K16PAVkDNzMzMzCxXQIXrUbgepVZACtejcD0qVkA9CtejcO1VQIXrUbgeVVVAuB6F61HYVECF61G4HpVUQM3MzMzMjFNAhetRuB61VEDXo3A9ChdWQNejcD0KF1ZAKVyPwvVoVkAfhetRuK5WQM3MzMzMjFdAAAAAAABAV0C4HoXrUYhWQHE9Ctej4FZAH4XrUbg+V0AzMzMzM2NXQD0K16NwHVhArkfhehTuWEBxPQrXo6BZQIXrUbgedVhAFK5H4Xo0WEDhehSuR9FYQArXo3A9ylhAUrgeheuhV0BI4XoUrpdXQClcj8L1qFZAzczMzMzMVkDNzMzMzLxVQAAAAAAAkFZACtejcD3KVkBcj8L1KExWQKRwPQrXU1ZAXI/C9Sj8VUBI4XoUrhdWQHsUrkfhylZA9ihcj8I1VkAzMzMzM1NVQNejcD0Kx1RAuB6F61EoVkDsUbgehStXQGZmZmZmFlhA7FG4HoX7V0B7FK5H4dpXQArXo3A96lhA4XoUrkdhWUBI4XoUrmdZQPYoXI/CZVlACtejcD3qWkAAAAAAAKBaQI/C9Shcn1pASOF6FK53W0BmZmZmZrZaQI/C9ShcH1pASOF6FK5HWkBcj8L1KCxbQD0K16NwLVxAj8L1KFz/XEDNzMzMzJxdQAAAAAAAwFxAFK5H4XoUXUAUrkfheuRdQK5H4XoUDl5ApHA9CteTXUApXI/C9WhdQM3MzMzMXF5AexSuR+HaXkAAAAAAACBeQHE9CtejcF5AcT0K16NgXkCamZmZmVlfQJqZmZmZ+V5AH4XrUbguX0CamZmZmfleQClcj8L1SF9AhetRuB51X0CPwvUoXM9fQArXo3A9gmBAH4XrUbiWYEAAAAAAAJBgQFK4HoXrIWBArkfhehQmYEAK16NwPTJgQHsUrkfhGl9Aj8L1KFzfXUDNzMzMzLxeQHsUrkfhml5AmpmZmZmpX0DNzMzMzNxfQEjhehSud19A7FG4HoULX0AAAAAAAKBeQClcj8L1WGBAmpmZmZmhYEAK16NwPeJgQFK4HoXr+WBAMzMzMzNrYUBI4XoUrm9hQGZmZmZmnmFASOF6FK73YUA9CtejcBViQDMzMzMz+2FA16NwPQrXYUAAAAAAAIhhQGZmZmZmfmFA16NwPQofYUB7FK5H4QJhQDMzMzMzC2FAw/UoXI/yYEBcj8L1KPxgQI/C9Shcb2FApHA9CtcrYUC4HoXrUcBgQNejcD0KB2FA7FG4HoV7YUCuR+F6FM5hQNejcD0Kv2FA9ihcj8LNYUDD9Shcj9phQHE9CtejgGFA7FG4HoVTYUDNzMzMzOxgQNejcD0KJ2FA7FG4HoULYUBxPQrXo1BhQHsUrkfhymFAcT0K16PIYUBcj8L1KFxiQHE9CtejcGJAAAAAAAD4YkCF61G4Hh1jQLgehetR8GJASOF6FK6XY0AK16NwPbpjQEjhehSu/2NAMzMzMzMDZEAAAAAAAABkQClcj8L1AGRA4XoUrkdZZEAUrkfhemxkQPYoXI/CzWRAmpmZmZmxZEDsUbgehaNkQIXrUbgefWRAuB6F61GwZEDXo3A9CpdkQMP1KFyPWmRAUrgeheupZEA9CtejcA1lQClcj8L12GRAexSuR+HyY0AAAAAAAIBkQDMzMzMzk2RAw/UoXI/KZEDXo3A9CidlQFK4HoXrIWVAzczMzMwsZUCF61G4Hu1kQGZmZmZmLmVAmpmZmZlBZUAfhetRuAZlQJqZmZmZqWRA9ihcj8KlZECamZmZmdFkQFK4HoXrSWVA9ihcj8KdZUAUrkfhemRlQFK4HoXrkWVAhetRuB6FZUDXo3A9CrdlQIXrUbge5WVApHA9Cte7ZkCamZmZmRFnQHE9CtejIGdAcT0K16MAZ0CPwvUoXA9nQAAAAAAAMGdACtejcD36ZkCkcD0K18tmQM3MzMzMRGdAXI/C9SgsZ0AzMzMzMytnQOxRuB6Fm2ZAzczMzMwcZ0BxPQrXo0BnQLgehetRwGdAAAAAAADIZ0BxPQrXo6hnQNejcD0Kz2dAUrgehevZZ0BxPQrXo8BnQOF6FK5H6WdAUrgehevRZ0CamZmZmYFnQOxRuB6Fu2dAuB6F61HYaEA9CtejcJ1pQGZmZmZmpmlArkfhehR+aUCPwvUoXE9pQKRwPQrXq2hAzczMzMwMaEAzMzMzM4toQAAAAAAAkGdAUrgeheupZ0AAAAAAAJhnQFK4HoXr2WdAKVyPwvVAaEB7FK5H4UpoQB+F61G4LmlAj8L1KFxfaUAAAAAAAGhpQEjhehSuP2lAZmZmZmaOaUBcj8L1KNRpQAAAAAAA4GlAH4XrUbi+aUC4HoXrURBpQD0K16Nw/WhAXI/C9Si8aUCuR+F6FI5pQK5H4XoUhmlAexSuR+ESaUCF61G4Hv1oQNejcD0Kn2hAj8L1KFyHaECPwvUoXI9oQArXo3A9KmhAZmZmZmaeZ0CkcD0K17tnQJqZmZmZuWhA9ihcj8KNaEA9CtejcFVoQI/C9Shcn2hAPQrXo3BFaEApXI/C9WBoQOxRuB6F+2dA9ihcj8JtaECPwvUoXMdoQOxRuB6FC2lAMzMzMzNDaUDhehSuRyFqQOxRuB6Fc2pAMzMzMzMjakAUrkfhenRqQI/C9ShcV2pAuB6F61HAakBcj8L1KMxqQNejcD0KX2pAw/UoXI9SakCPwvUoXH9qQOxRuB6FQ2pA16NwPQr3aUDNzMzMzFRqQPYoXI/CLWpA9ihcj8K9aUDhehSuR+FqQI/C9Shcd2pACtejcD0CakAAAAAAALhoQArXo3A9YmlArkfhehS+aUBcj8L1KPxpQOF6FK5H6WhAUrgehesBaECPwvUoXFdoQOxRuB6Fe2hAj8L1KFznaECamZmZmQFoQB+F61G4bmhApHA9CtdDaECuR+F6FIZoQKRwPQrXY2hAPQrXo3DVaEBcj8L1KAxpQM3MzMzMbGlAmpmZmZlRaUD2KFyPwl1pQD0K16NwNWlAPQrXo3ANaUBSuB6F66FoQIXrUbgeFWlAAAAAAABAaUCkcD0K15NpQEjhehSuH2pAMzMzMzMbakDD9ShcjypqQB+F61G4VmpAZmZmZmZea0DD9Shcj2JrQHE9Ctej4GtAexSuR+EabEAAAAAAADBsQDMzMzMzU2xAexSuR+H6a0BmZmZmZg5sQKRwPQrXA2xAzczMzMwUbEAAAAAAAMhrQAAAAAAAGGxA7FG4HoWLbECkcD0K16tsQM3MzMzMVGxAzczMzMzcbEAUrkfhegxtQDMzMzMze21AAAAAAABgbUDXo3A9Cn9tQEjhehSuz21A4XoUrkfxbUAzMzMzMxNuQGZmZmZm/m1A4XoUrkc5bkDhehSuR0luQPYoXI/CTW5ArkfhehS2bkA9CtejcB1vQM3MzMzM7G5ACtejcD3ibkB7FK5H4ZJuQOxRuB6FM3BA7FG4HoWncEDhehSuR+1wQAAAAAAA2HBAcT0K16NgcECamZmZmVlwQArXo3A9ynBAPQrXo3BRcECamZmZmaVwQHsUrkfhKnBASOF6FK7/b0AAAAAAAMhuQOxRuB6Fe21ASOF6FK6/b0C4HoXrUQhwQD0K16NwYXBA9ihcj8IlcEAK16NwPbpvQNejcD0Kx29A7FG4HoWLb0B7FK5H4QpvQLgehetRuG1ACtejcD1KbkC4HoXrUdhuQNejcD0Kp25A7FG4HoWDbkAzMzMzM6tvQK5H4XoUDnBA4XoUrkdNcEAzMzMzM39wQFK4HoXrcXBAH4XrUbj+b0CuR+F6FF5vQMP1KFyPKm9AZmZmZmZmbkC4HoXrUVBvQLgehetRsG9AKVyPwvXIb0DXo3A9CjtwQAAAAAAAtHBAUrgehev9cECF61G4HiFxQB+F61G44nBAmpmZmZkdcUDsUbgehe9wQAAAAAAA0HBAMzMzMzOrcEDNzMzMzMRwQB+F61G4AnBAKVyPwvVwb0CPwvUoXA9vQK5H4XoU3m5AXI/C9SgUb0AfhetRuCpwQD0K16NwIXBAUrgehes5cEBxPQrXoxRwQJqZmZmZeW9Aj8L1KFyXb0BmZmZmZm5vQM3MzMzMPG9Aw/UoXI+ybkAUrkfhenxvQEjhehSux29AuB6F61EwcEDXo3A9Cj9wQBSuR+F6NHBA4XoUrkeBcECPwvUoXE9wQPYoXI/CIXBAAAAAAAAUcECamZmZmV1wQHsUrkfhXnBASOF6FK5vcEAzMzMzM1twQD0K16NwQXBAAAAAAABccEDD9ShcjzZwQK5H4XoURm9A4XoUrkd5b0AzMzMzMyNvQBSuR+F69G5A16NwPQp/b0AK16NwPaJvQFyPwvUoPG9AFK5H4Xo0b0CamZmZmbluQPYoXI/C/W1AFK5H4XpcbkApXI/C9QhuQKRwPQrXM25AAAAAAABQbkAzMzMzM2NuQMP1KFyPSm9APQrXo3CFb0C4HoXrUSxwQClcj8L1HHBAH4XrUbhucECF61G4HnFwQMP1KFyPdnBAcT0K16OwcEApXI/C9cBwQOxRuB6F43BAhetRuB5JcUBSuB6F6zVxQEjhehSus3FAuB6F61G8cUAAAAAAAPxxQB+F61G4DnJAhetRuB5FckDD9ShcjzJyQPYoXI/C7XFAUrgehev1cUAAAAAAALxxQLgehetRqHFACtejcD1qcUDXo3A9Cg9yQNejcD0KE3JA7FG4HoUTckCF61G4HmFyQPYoXI/CdXJAcT0K16OockAK16NwPcJyQClcj8L15HJApHA9Cterc0AAAAAAAOBzQKRwPQrXV3NAFK5H4Xpoc0C4HoXrUVhzQOxRuB6FN3NAPQrXo3BNc0DNzMzMzEBzQOF6FK5HPXNApHA9CtcTc0BI4XoUrs9yQHsUrkfhAnNA9ihcj8JVc0DNzMzMzIxzQLgehetR5HNArkfhehTSc0BSuB6F6+lzQOF6FK5HwXNAFK5H4Xrgc0BmZmZmZspzQBSuR+F6QHNAcT0K16Mwc0A9CtejcNlyQAAAAAAAyHJAexSuR+FGc0BI4XoUritzQPYoXI/ClXNASOF6FK5Lc0DNzMzMzKxzQAAAAAAAsHNAUrgehevNc0BmZmZmZnJzQGZmZmZmxnNAZmZmZmbic0DXo3A9CtdzQGZmZmZmAnRAj8L1KFzjc0Bcj8L1KBB0QFyPwvUo/HNAKVyPwvUIdEAfhetRuBp0QHE9CtejBHRA9ihcj8IFdEAAAAAAABR0QPYoXI/CCXRAj8L1KFwjdEAzMzMzM0N0QMP1KFyPUnRAmpmZmZk5dEB7FK5H4Up0QOxRuB6FV3RAcT0K16NUdEDD9Shcjzp0QClcj8L1KHRAhetRuB6ZdEBxPQrXo7R0QAAAAAAA4HRASOF6FK7bdEBSuB6F6wF1QDMzMzMzZ3VACtejcD1adUAfhetRuIZ1QHsUrkfhmnVASOF6FK7HdUBmZmZmZkp1QD0K16NwLXVAexSuR+HKdEDsUbgehWt0QDMzMzMzF3VAZmZmZmZWdUCamZmZmX11QI/C9Shcc3VAmpmZmZkBdUCF61G4HjV1QBSuR+F6kHVAhetRuB6FdUDXo3A9Cnd1QAAAAAAAqHVArkfhehT+dUAzMzMzMzN2QMP1KFyPYnZAcT0K16ModkCamZmZmU12QHsUrkfhcnZAZmZmZmZ+dkCuR+F6FLJ2QM3MzMzMZHZAKVyPwvXodUD2KFyPwil1QFK4HoXraXVArkfhehRudUDD9Shcj8J1QI/C9ShcE3ZAKVyPwvXUdUBSuB6F6wF2QClcj8L1eHZAAAAAAACAdkD2KFyPwjV2QFyPwvUoPHZA7FG4HoUHdkAfhetRuKp1QKRwPQrX/3VAKVyPwvUYdkB7FK5H4ZZ1QFyPwvUooHRACtejcD3qdEAfhetRuKp0QM3MzMzMNHVAMzMzMzNTdUDXo3A9CjN1QOxRuB6Fj3VAcT0K16P4dUDXo3A9Cud1QI/C9Shc73VArkfhehTKdUBcj8L1KMh1QClcj8L1iHVA16NwPQpTdUAK16NwPS51QHE9CtejIHVA4XoUrkchdUApXI/C9fB0QM3MzMzMrHRAZmZmZmbGdECuR+F6FAJ1QB+F61G4xnRAj8L1KFx3dECamZmZmb10QPYoXI/CHXVAw/UoXI9mdUAzMzMzM+t1QFyPwvUoEHZAH4XrUbjmdUBmZmZmZuJ1QAAAAAAArHVArkfhehTidUAUrkfheqR1QDMzMzMzw3VAhetRuB7ZdUAAAAAAAKx1QMP1KFyPqnVAmpmZmZm5dUAzMzMzM9d1QEjhehSus3VAhetRuB6pdUAAAAAAAEh1QM3MzMzM1HRACtejcD0CdUBSuB6F6z11QBSuR+F6SHVA7FG4HoXzdEBmZmZmZuZ0QNejcD0Kw3RAFK5H4XoMdUAAAAAAAPB0QMP1KFyPFnVA4XoUrke9dUBcj8L1KJh1QJqZmZmZoXVA16NwPQp3dUBxPQrXoyB1QHE9CtejwHRApHA9CtfDdECkcD0K17d0QGZmZmZmXnRAmpmZmZlpdEDXo3A9Csd0QAAAAAAAbHRAw/UoXI9SdEBcj8L1KAR0QIXrUbgetXNAzczMzMxUdED2KFyPwil0QEjhehSus3RAmpmZmZlldEBxPQrXo8B0QFyPwvUo9HRAcT0K16PgdEAfhetRuPp0QFyPwvUodHVAexSuR+HWdUBcj8L1KPx1QDMzMzMzU3ZAj8L1KFx7dkAAAAAAACB2QAAAAAAAHHZAuB6F61FgdkC4HoXrUVx2QB+F61G4znZAzczMzMxcd0CamZmZmY13QGZmZmZmLnhAcT0K16M0eEDNzMzMzJR4QAAAAAAA6HhAw/UoXI82eUA9CtejcIl4QIXrUbgefXhASOF6FK5neEAAAAAAAMx4QMP1KFyPTnhAhetRuB6JeEBSuB6F65V3QFK4HoXrWXdAj8L1KFwTdkBcj8L1KGB3QNejcD0Ku3ZAMzMzMzNbd0CkcD0K1493QMP1KFyP9ndASOF6FK7Hd0DXo3A9Csd3QM3MzMzM4HZAFK5H4XpAdkDXo3A9Ckd2QJqZmZmZWXdAexSuR+GCd0DsUbgehVt3QOF6FK5H+XdA7FG4HoVfeECkcD0K1194QOF6FK5HDXhAFK5H4XrQd0DNzMzMzGB3QKRwPQrXu3dAexSuR+H+d0AK16NwPQJ4QEjhehSul3dA16NwPQq/d0BSuB6F6wl4QM3MzMzMVHhAj8L1KFyPeEAAAAAAAAh5QK5H4XoUunlAMzMzMzPXeUAK16NwPcJ5QIXrUbgeHXlAzczMzMxEeUAfhetRuDJ5QFyPwvUo9HhAXI/C9SjQeECF61G4Hml4QIXrUbge1XdAmpmZmZlpd0AAAAAAAEh3QAAAAAAApHdAUrgeheuVd0DNzMzMzBx3QClcj8L1THhAcT0K16MEeUDXo3A9CiN5QHsUrkfhhnlAAAAAAABgekCkcD0K1z96QKRwPQrXY3pAUrgehevpeEApXI/C9bR4QFK4HoXrjXhAuB6F61FceUC4HoXrUdx4QJqZmZmZCXlA16NwPQpLeUAzMzMzM095QBSuR+F6THlAXI/C9SjIeEDD9Shcj9Z4QIXrUbgeMXlApHA9CtcDeUBI4XoUrvt4QEjhehSuY3lAFK5H4Xq0eEDsUbgehRN4QFK4HoXrCXhAXI/C9Si0d0DhehSuR014QLgehetRDHhAw/UoXI+Wd0DXo3A9Cm93QFyPwvUoEHdAXI/C9SiId0CkcD0K1+92QIXrUbgeuXZAUrgeheuBd0AzMzMzM1N3QDMzMzMz43dAexSuR+E+eEAzMzMzM1t4QFyPwvUokHhAMzMzMzNveEA9CtejcFF4QMP1KFyPanhAUrgeheuZeEA9CtejcH14QClcj8L1THhA16NwPQrDd0DXo3A9Cq93QLgehetR0HdAj8L1KFzjd0AzMzMzM794QDMzMzMzx3hAzczMzMzoeEDhehSuRzV5QBSuR+F6aHlACtejcD0qeUBSuB6F61F5QAAAAAAAUHlASOF6FK6zeUDXo3A9Ctd5QBSuR+F6IHpAZmZmZmZmekBI4XoUrlt6QKRwPQrXc3pAzczMzMxoekAK16NwPVZ6QClcj8L1PHpAMzMzMzOLekD2KFyPwtF6QAAAAAAAvHpAzczMzMxEekDD9Shcj7Z6QMP1KFyPRnpAw/UoXI/qe0CuR+F6FMp7QBSuR+F69HtAXI/C9ShQfEBI4XoUrod8QNejcD0Kg3xAUrgehetxfEB7FK5H4bp8QOxRuB6F/3xA4XoUrkdNfUB7FK5H4cp9QB+F61G40n5AH4XrUbjWfkCamZmZmWl/QI/C9Shc139AH4XrUbgaf0CPwvUoXGN/QFK4HoXrYX9AzczMzMwWgEC4HoXrUQiAQIXrUbgeI4BA4XoUrkdTgECuR+F6FG6AQOF6FK5Hu4BA7FG4HoXzgED2KFyPwgOBQD0K16NwCYFA4XoUrkepgECuR+F6FJKAQOxRuB6FlYBAUrgehevvgECPwvUoXAmBQAAAAAAAQIFAzczMzMzAgUBxPQrXo2yCQBSuR+F6TIJAw/UoXI9MgkDNzMzMzMiCQEjhehSu74JAAAAAAADUgkAfhetRuLqCQGZmZmZmoIJApHA9Ctf3gkCkcD0K1zODQClcj8L1TINAexSuR+EOg0BmZmZmZryCQNejcD0KVYNAw/UoXI+qg0AUrkfheoKDQD0K16NwzYNApHA9Ctfhg0DsUbgehaODQJqZmZmZkYNAXI/C9Sh2g0CkcD0K1+mCQNejcD0KIYJAmpmZmZkNg0AfhetRuAKDQOxRuB6FW4JApHA9CtfngUCamZmZmd2BQArXo3A9goFAAAAAAAAQg0CamZmZmf2CQAAAAAAA2IJApHA9Ctc/gkDXo3A9CjGCQKRwPQrXT4JAw/UoXI8ugkAAAAAAAKqBQKRwPQrXy4FAPQrXo3DBgUA9CtejcMmBQFyPwvUo1IFASOF6FK61gUD2KFyPwnGBQI/C9ShcSYFAcT0K16MQgUApXI/C9ZCAQNejcD0Kk4BACtejcD2KgUD2KFyPwmeBQBSuR+F61IFAw/UoXI+qgUC4HoXrUZKBQFyPwvUo4oFAj8L1KFwZgkCkcD0K1w2CQFK4HoXrh4FAuB6F61GigUBxPQrXo5aBQEjhehSu24FA9ihcj8LdgUDD9ShcjyKCQI/C9Shc2YFA4XoUrkcBgkDhehSuR+GBQArXo3A93IFA16NwPQrxgUAK16NwPU6CQOF6FK5HW4JAUrgehetNgkCPwvUoXA2CQM3MzMzMMIJAXI/C9SjWgUAK16NwPeCBQAAAAAAA9IFAZmZmZmbIgUAAAAAAAECCQFyPwvUohIJA4XoUrke7gkDsUbgehQ+DQNejcD0K74JAhetRuB4vg0BI4XoUrgGDQD0K16Nw44JAMzMzMzO3gkD2KFyPwueCQOF6FK5H94JA7FG4HoX3gkCuR+F6FPKCQMP1KFyPMoNAZmZmZmbigkBxPQrXo96CQI/C9Shcx4JA9ihcj8L3gUDXo3A9CveBQOF6FK5HSYJACtejcD2YgkCuR+F6FBaDQBSuR+F69oJAuB6F61H+gkCamZmZmT2DQGZmZmZmdINA4XoUrkdng0B7FK5H4V6DQKRwPQrXZYNAmpmZmZltg0AAAAAAALCDQOxRuB6FvYNAcT0K16O2g0AfhetRuOKDQHsUrkfhQIRAMzMzMzPJhEAUrkfheoCEQClcj8L15oRA16NwPQq1hED2KFyPwrmEQD0K16NwHYVAZmZmZmYWhUD2KFyPwguFQClcj8L1voRAUrgehevJhED2KFyPwheFQKRwPQrX8YRAXI/C9SgihUDsUbgehUOFQFK4HoXrtYRAH4XrUbikhEC4HoXrUe6EQKRwPQrXV4VACtejcD2ahUAK16NwPd6FQOF6FK5H74VAzczMzMzwhUCamZmZmdWFQB+F61G44IVAuB6F61GWhUC4HoXrUQyFQD0K16NwyYRAw/UoXI9KhUDNzMzMzNiEQIXrUbgem4RAFK5H4XqqhECamZmZmfuEQGZmZmZm1oRAH4XrUbhkhECPwvUoXPGDQM3MzMzM3oNA4XoUrkcHhEDNzMzMzKCDQEjhehSurYNArkfhehTWg0C4HoXrUU6EQHsUrkfhJIRAhetRuB7Fg0AfhetRuA6DQArXo3A90INAexSuR+Eqg0BxPQrXo0aDQLgehetRDINAAAAAAADggkDD9Shcj5qCQLgehetRpIJAZmZmZmYGgkApXI/C9USCQM3MzMzMNoJAAAAAAABwgUAAAAAAAM6AQBSuR+F6GIFAcT0K16P2gEAzMzMzM/eAQNejcD0Kx4BAKVyPwvVsgEA9CtejcH2AQKRwPQrXrYFA4XoUrkeHgUCamZmZmY2BQAAAAAAA3IFACtejcD1sgkAK16NwPUaCQOxRuB6FN4JAexSuR+FqgkAK16NwPUqCQOxRuB6FUYJAzczMzMz+gUC4HoXrUdaAQFK4HoXrGYFAAAAAAACqgEDD9Shcj46AQIXrUbge64BAAAAAAADYgEDsUbgehY2AQHE9Ctej3H9AcT0K16M2gEAzMzMzM6+AQBSuR+F6coBApHA9CtdNgEBxPQrXozqAQI/C9ShcQYBAAAAAAAAIgEAUrkfhehiAQD0K16Nw2X9Aj8L1KFyhgEAK16NwPSiBQM3MzMzM8IBAAAAAAAB4gEAzMzMzM1+AQBSuR+F6aoBAzczMzMwogECuR+F6FFyAQGZmZmZmQoBAAAAAAABcf0AfhetRuF5+QD0K16NwoX9AexSuR+Fqf0AAAAAAAEB/QLgehetRjH9ArkfhehQQgEAAAAAAACh8QK5H4XoUfntA4XoUrkcdfEC4HoXrUaR8QOF6FK5HjXxApHA9Ctd3fEBSuB6F61l8QIXrUbgepXtAPQrXo3CdfECamZmZmZV8QOxRuB6FQ31ASOF6FK6vfUB7FK5H4f59QGZmZmZmPn1AXI/C9SgwfUA9CtejcCl9QMP1KFyPwnxApHA9Cte/fECamZmZmQ18QClcj8L14HtAKVyPwvUsfEDNzMzMzKx7QOxRuB6FD3xAhetRuB7Je0BmZmZmZpZ7QOxRuB6F53pA\",\"dtype\":\"float64\",\"shape\":[3270]}}},\"id\":\"6ae41c4f-8777-444d-9a03-9b8aa19c4c7b\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"5b75ab4a-bb3f-4bff-9cd7-40c8c924820c\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"beda6c83-63c1-4af4-9745-b55f6d6707f6\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"e2dd3fe7-b74a-497f-9954-ec6a525d270c\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"dd4466d4-f110-437b-90da-4d0546a6f7c9\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"ffa45ec8-08b2-4a5f-8f2b-b0bf396963b7\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"6b03a38e-2dae-47c5-b8d9-3dc34327ba50\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"d7f849f8-0691-42a8-b118-9ec24774cb85\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"ed6fea0e-3674-46c2-8827-e0de96d78c18\",\"type\":\"BasicTicker\"}},\"id\":\"85689342-06f8-4607-a92d-32446c521a25\",\"type\":\"LinearAxis\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"2f75fb59-323d-457b-b6b7-18354e33fd9b\",\"type\":\"DaysTicker\"}],\"root_ids\":[\"d7f849f8-0691-42a8-b118-9ec24774cb85\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.13\"}}';\n",
       "          var render_items = [{\"docid\":\"61b4e170-8830-489a-af9b-790150000620\",\"elementid\":\"d8199fe7-b051-4781-ba1e-9c5ddc00bc7e\",\"modelid\":\"d7f849f8-0691-42a8-b118-9ec24774cb85\"}];\n",
       "          root.Bokeh.embed.embed_items(docs_json, render_items);\n",
       "        \n",
       "          }\n",
       "          if (root.Bokeh !== undefined) {\n",
       "            embed_document(root);\n",
       "          } else {\n",
       "            var attempts = 0;\n",
       "            var timer = setInterval(function(root) {\n",
       "              if (root.Bokeh !== undefined) {\n",
       "                embed_document(root);\n",
       "                clearInterval(timer);\n",
       "              }\n",
       "              attempts++;\n",
       "              if (attempts > 100) {\n",
       "                console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
       "                clearInterval(timer);\n",
       "              }\n",
       "            }, 10, root)\n",
       "          }\n",
       "        })(window);\n",
       "      });\n",
       "    };\n",
       "    if (document.readyState != \"loading\") fn();\n",
       "    else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "  })();\n",
       "</script>\n",
       "    \n",
       "    \n",
       "<div class=\"bk-root\">\n",
       "    <div class=\"bk-plotdiv\" id=\"d8199fe7-b051-4781-ba1e-9c5ddc00bc7e\"></div>\n",
       "</div>\n",
       "\n",
       "</body>\n",
       "\n",
       "</html>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "HTML(template.render(script=script, div=div))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from flask import Flask\n",
    "app = Flask(__name__)\n",
    "\n",
    "@app.route('/')\n",
    "def hello_bokeh():\n",
    "   return template.render(script=script, div=div)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " * Running on http://127.0.0.1:5050/ (Press CTRL+C to quit)\n",
      "127.0.0.1 - - [23/Feb/2018 22:35:04] \"GET / HTTP/1.1\" 200 -\n"
     ]
    }
   ],
   "source": [
    "# Uncomment to run the Flask Server. Use Kernel -> Interrupt from Notebook menubar to stop \n",
    "# app.run(port=5050)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# EXERCISE: Create your own template (or modify the one above) \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 保存到图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramData\\Anaconda3\\envs\\bokeh-notebooks\\lib\\site-packages\\selenium\\webdriver\\phantomjs\\webdriver.py:49: UserWarning: Selenium support for PhantomJS has been deprecated, please use headless versions of Chrome or Firefox instead\n",
      "  warnings.warn('Selenium support for PhantomJS has been deprecated, please use headless '\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\gfeng\\\\github\\\\bokeh-notebooks\\\\tutorial\\\\plot.png'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bokeh.io import export_png\n",
    "\n",
    "p = figure(plot_width=800, plot_height=250, x_axis_type=\"datetime\")\n",
    "p.line(df['date'], df['close'], color='navy', alpha=0.5)\n",
    "\n",
    "export_png(p, filename=\"plot.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('plot.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# EXERCISE: Save a layout of plots (e.g. row or column) as SVG and see what happens \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramData\\Anaconda3\\envs\\bokeh-notebooks\\lib\\site-packages\\selenium\\webdriver\\phantomjs\\webdriver.py:49: UserWarning: Selenium support for PhantomJS has been deprecated, please use headless versions of Chrome or Firefox instead\n",
      "  warnings.warn('Selenium support for PhantomJS has been deprecated, please use headless '\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['plot.svg']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bokeh.io import export_svgs\n",
    "\n",
    "p = figure(plot_width=800, plot_height=250, x_axis_type=\"datetime\", output_backend='svg')\n",
    "p.line(df['date'], df['close'], color='navy', alpha=0.5)\n",
    "\n",
    "export_svgs(p, filename=\"plot.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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stroke=\"black\" stroke-miterlimit=\"10\"/><path d=\" M 56 233 L 56 225\" fill=\"none\" paint-order=\"fill stroke markers\" stroke=\"black\" stroke-miterlimit=\"10\"/><path d=\" M 160 233 L 160 225\" fill=\"none\" paint-order=\"fill stroke markers\" stroke=\"black\" stroke-miterlimit=\"10\"/><path d=\" M 263 233 L 263 225\" fill=\"none\" paint-order=\"fill stroke markers\" stroke=\"black\" stroke-miterlimit=\"10\"/><path d=\" M 366 233 L 366 225\" fill=\"none\" paint-order=\"fill stroke markers\" stroke=\"black\" stroke-miterlimit=\"10\"/><path d=\" M 470 233 L 470 225\" fill=\"none\" paint-order=\"fill stroke markers\" stroke=\"black\" stroke-miterlimit=\"10\"/><path d=\" M 573 233 L 573 225\" fill=\"none\" paint-order=\"fill stroke markers\" stroke=\"black\" stroke-miterlimit=\"10\"/><path d=\" M 676 233 L 676 225\" fill=\"\" paint-order=\"fill stroke markers\" stroke=\"black\" stroke-miterlimit=\"10\"/><g transform=\"translate(56,238) rotate(0,0,0)\"><text dominant-baseline=\"hanging\" fill=\"\" font-family=\"helvetica\" font-size=\"8pt\" font-style=\"normal\" font-weight=\"normal\" stroke=\"none\" text-anchor=\"middle\" text-decoration=\"normal\" x=\"0\" y=\"0\">2000</text><g transform=\"rotate(0,0,0) translate(-56,-238) translate(160,238) rotate(0,0,0)\"><text dominant-baseline=\"hanging\" fill=\"\" font-family=\"helvetica\" font-size=\"8pt\" font-style=\"normal\" font-weight=\"normal\" stroke=\"none\" text-anchor=\"middle\" text-decoration=\"normal\" x=\"0\" y=\"0\">2002</text><g transform=\"rotate(0,0,0) translate(-160,-238) translate(263,238) rotate(0,0,0)\"><text dominant-baseline=\"hanging\" fill=\"\" font-family=\"helvetica\" font-size=\"8pt\" font-style=\"normal\" font-weight=\"normal\" stroke=\"none\" text-anchor=\"middle\" text-decoration=\"normal\" x=\"0\" y=\"0\">2004</text><g transform=\"rotate(0,0,0) translate(-263,-238) translate(366,238) rotate(0,0,0)\"><text dominant-baseline=\"hanging\" fill=\"\" 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font-family=\"helvetica\" font-size=\"8pt\" font-style=\"normal\" font-weight=\"normal\" stroke=\"none\" text-anchor=\"end\" text-decoration=\"normal\" x=\"0\" y=\"0\">600</text><g transform=\"rotate(0,0,0) translate(-20,-45) translate(20,16) rotate(0,0,0)\"><text dominant-baseline=\"central\" fill=\"\" font-family=\"helvetica\" font-size=\"8pt\" font-style=\"normal\" font-weight=\"normal\" stroke=\"none\" text-anchor=\"end\" text-decoration=\"normal\" x=\"0\" y=\"0\">700</text><g transform=\"rotate(0,0,0) translate(-20,-16)\"/></g></g></g></g></g></g></g></g></g></g></g></g></svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import SVG\n",
    "SVG('plot.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# EXERCISE: Save a layout of plots (e.g. row or column) as SVG and see what happens \n"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
